Computer Vision
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- Computer vision
🆓 - Introduction to computer vision (2015)
🆓 - Programming computer vision with python (2012)
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Research Papers
- An analysis of single-layer networks in unsupervised feature learning - Interesting paper about how using weaker classifiers (kmeans) can get comparable results to more sophisticated ones like deep neural nets with the decisions made before training a model like statistical whitening, picking a large number of features, etc.
- Viola jones robust real-time object detection - Real time face detection method most cameras use today, discusses ensemble learning methods (adaboost) and a clever way to detect features in one O(n) pre-processing step.
- Example-based photometric stereo: shape reconstruction with general, varying brdfs - Discusses how you can reconstruct an objects 3d shape just by analyzing how light reflects off an object's surface.
- Mask r-cnn